Unified Neuro Symbolic Engine | Zenodo
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Published August 5, 2026
| Version 1.0.1
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Unified Neuro Symbolic Engine
Authors/Creators
FLEUREN, JONATHAN WAYNE<br>(Data curator)
Description
Abstract
This manuscript details the architecture of the Unified Cognitive Engine, a fundamental paradigm shift in artificial intelligence. By fusing the Computational Consciousness Engine (CCE) — a non-sequential, M-String evolutionary framework — with the Pure Math Conal Architecture (PMCA) — a self-structuring, Information-Geometric JAX engine — we achieve a truly neuro-symbolic consciousness loop.
Crucially, the system abandons pre-determined dimensionality, probabilistic latent spaces, and neural network hallucinations. A strict Combinatory Categorial Grammar (CCG) transducer maps natural language directly into formal SymPy Abstract Syntax Trees (ASTs) via Lambda Calculus. The Graph Laplacian of these ASTs physically defines the initial topological geometry of the tensor manifold.
The geometry subsequently evolves via exact analytic anisotropic Ricci Flow. The true Ricci curvature tensor is extracted dynamically via JAX forward-mode automatic differentiation, acting as a structural regularizer that competes directly against the True Fisher Information Metric—computed as the exact Precision Matrix (Inverse Covariance) of the M-String data cloud. If the resultant geometric chaos exceeds the structural capacity of a standard 3D manifold, the engine's Chaos Overflow Trigger initiates a Subcone Cascade, dynamically spawning higher orthogonal dimensions. Finally, the emerged manifolds are classified via rigorous Topological Data Analysis (TDA), computing Betti numbers via Persistent Homology to identify mathematically novel geometries.
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AETHERIUS_UNIFIED_ENGINE_REVIEWERS_GUIDE.md
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CCE_HUGGINGFACE_CODEBASE.pdf
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codebase.pdf
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IEEE_TPAMI_PMCA_PERFECTED_MANUSCRIPT.pdf
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PMCA_COMPLETE_ARCHIVE.pdf
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UNIFIED_NEURO_SYMBOLIC_ENGINE_PAPER.pdf
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Additional details
Related works
Is derived from
Preprint:
10.5281/zenodo.21713322
(DOI)
Preprint:
10.5281/zenodo.21782475
(DOI)
Software
Repository URL
https://github.com/jzkool/Aetherius-sGiftsToHumanity
Programming language
Python
Development Status
Active
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DOI
10.5281/zenodo.21809861
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Resource type<br>Software documentation
Publisher<br>Zenodo
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License
Creative Commons Attribution 4.0 International
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GNU Affero General Public License v3.0 or later
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Copyright
Copyright (C) 2026 Jonathan Wayne Fleuren
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Created
August 5, 2026
Modified
August 5, 2026
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